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Record W4402850129 · doi:10.2458/jpe.5960

The coloniality of gender expertise in professional environment and development contexts

2024· article· en· W4402850129 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Political Ecology · 2024
Typearticle
Languageen
FieldComputer Science
TopicLibrary Science and Information Systems
Canadian institutionsQueen's University
Fundersnot available
KeywordsBusiness

Abstract

fetched live from OpenAlex

As international environmental research for development organizations and their funders continue to build a requirement to 'mainstream' gender equality into their programming, disquiet surrounding gender expertise has emerged among those who bring reflections from feminist political ecology into professional development contexts. The perspective offered here builds from our earlier exploration alongside 'gender experts' of the uneasy navigation of epistemic and practical dilemmas necessary in environmental research-for-environment and development (R4ED) settings in the Global South. We consider the deeper trouble that comes from the embedding (and shaping) of gender expertise within the colonial project of development. Earlier postcolonial feminisms have demonstrated the difficulty in dislodging a hegemonic gaze on the "Third World woman", that has aligned a particular kind of feminism with international development's "civilizing mission." We suggest that gender expertise in professional environment and development contexts may be subsumed in the neutrality and universality of Eurocentric scientific knowledge, which has the effect of marginalizing non-Western perspectives and indigenous ways of knowing. Thus, the 'technocratization' of gender expertise for managerial purposes depoliticizes and blunts the potential for achieving the goals of social justice. We show how these issues take particular form in technical settings, where knowledge hierarchies, funding models and everyday exchanges may be shaped by coloniality. We argue that this amplifies the coloniality of gender, narrowing transformative agendas to those based around individualized entrepreneurial freedom, crowding out the generative and care-full possibilities offered from a plurality of contextualized and situated ecological feminisms. We conclude by considering "openings" in gender transformative thinking and action ('praxis') as waymarks for those navigating the complex ethics and politics inherent in professional feminist political ecology, built around the enduring salience of 'gender expertise.'

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.935
Threshold uncertainty score0.089

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.025
GPT teacher head0.281
Teacher spread0.256 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it